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Development and application of an agent‐based model for the simulation of the extravasation process of circulating tumor cells
The primary cause for cancer‐related death is metastasis, and although this phenomenon is the hallmark of cancer, it remains poorly understood. Since studies on the underlying mechanisms are still demanding by experimental means prognostic tools based on computer models can be of great value, not on...
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Published in: | International journal for numerical methods in biomedical engineering 2023-04, Vol.39 (4), p.e3679-n/a |
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description | The primary cause for cancer‐related death is metastasis, and although this phenomenon is the hallmark of cancer, it remains poorly understood. Since studies on the underlying mechanisms are still demanding by experimental means prognostic tools based on computer models can be of great value, not only for elucidating metastasis formation but also for assessing the prospective benefits as well as risks of a therapy for patients with advanced cancer. Here, we present an agent‐based model (ABM), describing the complete process of platelet‐assisted extravasation of circulating tumor cells (CTCs) from the chemoattraction of blood platelets by the CTCs up to the embedding of the CTCs in the epithelial tissue by computational means. From the simulation results, we conclude that the ABM produces results in consistency with experimental observations, which opens new perspectives for the development of computer models for predicting the efficacity of drug‐based tumor therapies and assisting precision medicine approaches.
A new agent‐based model for simulating the complete process of platelet‐assisted extravasation of circulating tumor cells (CTCs) is developed, consisting of four different simulation phases (Phase I‐IV). The process begins with the chemoattraction of blood platelets by the CTC and ends with the embedding of the CTC in the epithelial tissue. The simulation results of the model are shown to be in agreement with experimental observations. |
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A new agent‐based model for simulating the complete process of platelet‐assisted extravasation of circulating tumor cells (CTCs) is developed, consisting of four different simulation phases (Phase I‐IV). The process begins with the chemoattraction of blood platelets by the CTC and ends with the embedding of the CTC in the epithelial tissue. The simulation results of the model are shown to be in agreement with experimental observations.</description><identifier>ISSN: 2040-7939</identifier><identifier>EISSN: 2040-7947</identifier><identifier>DOI: 10.1002/cnm.3679</identifier><identifier>PMID: 36606741</identifier><language>eng</language><publisher>Hoboken, USA: John Wiley & Sons, Inc</publisher><subject>Agent-based models ; agent‐based model ; Blood circulation ; Blood Platelets - pathology ; Cancer ; circulating tumor cells ; Computer applications ; Computer Simulation ; computer simulation of platelet‐assisted extravasation ; Embedding ; Extravasation ; Humans ; Mathematical models ; Metastases ; metastasis ; Neoplastic Cells, Circulating - pathology ; Platelets ; Precision medicine ; Prognosis ; Simulation ; Tumor cells ; Tumors</subject><ispartof>International journal for numerical methods in biomedical engineering, 2023-04, Vol.39 (4), p.e3679-n/a</ispartof><rights>2023 The Authors. published by John Wiley & Sons Ltd.</rights><rights>2023 The Authors. International Journal for Numerical Methods in Biomedical Engineering published by John Wiley & Sons Ltd.</rights><rights>2023. This article is published under http://creativecommons.org/licenses/by-nc-nd/4.0/ (the “License”). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><cites>FETCH-LOGICAL-c3449-a33b2c2e0dad4f29b5407bbd4025ddca3c8b6b272eb03dd29c6a5630896356a63</cites><orcidid>0000-0001-7565-0997 ; 0000-0002-6317-7378 ; 0000-0001-7392-7665</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><link.rule.ids>314,780,784,27924,27925</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/36606741$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Schneider, Kay M.</creatorcontrib><creatorcontrib>Giehl, Klaudia</creatorcontrib><creatorcontrib>Baeurle, Stephan A.</creatorcontrib><title>Development and application of an agent‐based model for the simulation of the extravasation process of circulating tumor cells</title><title>International journal for numerical methods in biomedical engineering</title><addtitle>Int J Numer Method Biomed Eng</addtitle><description>The primary cause for cancer‐related death is metastasis, and although this phenomenon is the hallmark of cancer, it remains poorly understood. Since studies on the underlying mechanisms are still demanding by experimental means prognostic tools based on computer models can be of great value, not only for elucidating metastasis formation but also for assessing the prospective benefits as well as risks of a therapy for patients with advanced cancer. Here, we present an agent‐based model (ABM), describing the complete process of platelet‐assisted extravasation of circulating tumor cells (CTCs) from the chemoattraction of blood platelets by the CTCs up to the embedding of the CTCs in the epithelial tissue by computational means. From the simulation results, we conclude that the ABM produces results in consistency with experimental observations, which opens new perspectives for the development of computer models for predicting the efficacity of drug‐based tumor therapies and assisting precision medicine approaches.
A new agent‐based model for simulating the complete process of platelet‐assisted extravasation of circulating tumor cells (CTCs) is developed, consisting of four different simulation phases (Phase I‐IV). The process begins with the chemoattraction of blood platelets by the CTC and ends with the embedding of the CTC in the epithelial tissue. The simulation results of the model are shown to be in agreement with experimental observations.</description><subject>Agent-based models</subject><subject>agent‐based model</subject><subject>Blood circulation</subject><subject>Blood Platelets - pathology</subject><subject>Cancer</subject><subject>circulating tumor cells</subject><subject>Computer applications</subject><subject>Computer Simulation</subject><subject>computer simulation of platelet‐assisted extravasation</subject><subject>Embedding</subject><subject>Extravasation</subject><subject>Humans</subject><subject>Mathematical models</subject><subject>Metastases</subject><subject>metastasis</subject><subject>Neoplastic Cells, Circulating - pathology</subject><subject>Platelets</subject><subject>Precision medicine</subject><subject>Prognosis</subject><subject>Simulation</subject><subject>Tumor cells</subject><subject>Tumors</subject><issn>2040-7939</issn><issn>2040-7947</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2023</creationdate><recordtype>article</recordtype><sourceid>24P</sourceid><recordid>eNp1kctKxDAUhoMoKir4BBJw46ZjmrTpZCnjFUbd6LrkcjpW2qYm7ejsfASf0ScxndERBLM54T8fHwd-hA5jMooJoae6qUeMZ2ID7VKSkCgTSba5_jOxgw68fybhUSFExrbRDuOc8CyJd9H7Ocyhsm0NTYdlY7Bs26rUsittg20RIixnYff5_qGkB4Nra6DChXW4ewLsy7qv1vCQwFvn5Fz6Vdg6q8H7YalLp5dsM8NdXweBhqry-2irkJWHg--5hx4vLx4m19H0_upmcjaNNEsSEUnGFNUUiJEmKahQaUIypUxCaGqMlkyPFVc0o6AIM4YKzWXKGRkLzlIuOdtDJytvOOmlB9_ldemHC2QDtvc5zXgsxjxN44Ae_0Gfbe-acF2gRIAo5eJXqJ313kGRt66spVvkMcmHYvJQTD4UE9Cjb2GvajBr8KeGAEQr4LWsYPGvKJ_c3S6FX-RgmVo</recordid><startdate>202304</startdate><enddate>202304</enddate><creator>Schneider, Kay M.</creator><creator>Giehl, Klaudia</creator><creator>Baeurle, Stephan A.</creator><general>John Wiley & Sons, Inc</general><general>Wiley Subscription Services, Inc</general><scope>24P</scope><scope>WIN</scope><scope>CGR</scope><scope>CUY</scope><scope>CVF</scope><scope>ECM</scope><scope>EIF</scope><scope>NPM</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>7QO</scope><scope>7SC</scope><scope>7TB</scope><scope>8FD</scope><scope>FR3</scope><scope>JQ2</scope><scope>KR7</scope><scope>L7M</scope><scope>L~C</scope><scope>L~D</scope><scope>P64</scope><scope>7X8</scope><orcidid>https://orcid.org/0000-0001-7565-0997</orcidid><orcidid>https://orcid.org/0000-0002-6317-7378</orcidid><orcidid>https://orcid.org/0000-0001-7392-7665</orcidid></search><sort><creationdate>202304</creationdate><title>Development and application of an agent‐based model for the simulation of the extravasation process of circulating tumor cells</title><author>Schneider, Kay M. ; Giehl, Klaudia ; Baeurle, Stephan A.</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c3449-a33b2c2e0dad4f29b5407bbd4025ddca3c8b6b272eb03dd29c6a5630896356a63</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2023</creationdate><topic>Agent-based models</topic><topic>agent‐based model</topic><topic>Blood circulation</topic><topic>Blood Platelets - pathology</topic><topic>Cancer</topic><topic>circulating tumor cells</topic><topic>Computer applications</topic><topic>Computer Simulation</topic><topic>computer simulation of platelet‐assisted extravasation</topic><topic>Embedding</topic><topic>Extravasation</topic><topic>Humans</topic><topic>Mathematical models</topic><topic>Metastases</topic><topic>metastasis</topic><topic>Neoplastic Cells, Circulating - pathology</topic><topic>Platelets</topic><topic>Precision medicine</topic><topic>Prognosis</topic><topic>Simulation</topic><topic>Tumor cells</topic><topic>Tumors</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Schneider, Kay M.</creatorcontrib><creatorcontrib>Giehl, Klaudia</creatorcontrib><creatorcontrib>Baeurle, Stephan A.</creatorcontrib><collection>Open Access: Wiley-Blackwell Open Access Journals</collection><collection>Wiley Free Archive</collection><collection>Medline</collection><collection>MEDLINE</collection><collection>MEDLINE (Ovid)</collection><collection>MEDLINE</collection><collection>MEDLINE</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>Biotechnology Research Abstracts</collection><collection>Computer and Information Systems Abstracts</collection><collection>Mechanical & Transportation Engineering Abstracts</collection><collection>Technology Research Database</collection><collection>Engineering Research Database</collection><collection>ProQuest Computer Science Collection</collection><collection>Civil Engineering Abstracts</collection><collection>Advanced Technologies Database with Aerospace</collection><collection>Computer and Information Systems Abstracts Academic</collection><collection>Computer and Information Systems Abstracts Professional</collection><collection>Biotechnology and BioEngineering Abstracts</collection><collection>MEDLINE - Academic</collection><jtitle>International journal for numerical methods in biomedical engineering</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Schneider, Kay M.</au><au>Giehl, Klaudia</au><au>Baeurle, Stephan A.</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Development and application of an agent‐based model for the simulation of the extravasation process of circulating tumor cells</atitle><jtitle>International journal for numerical methods in biomedical engineering</jtitle><addtitle>Int J Numer Method Biomed Eng</addtitle><date>2023-04</date><risdate>2023</risdate><volume>39</volume><issue>4</issue><spage>e3679</spage><epage>n/a</epage><pages>e3679-n/a</pages><issn>2040-7939</issn><eissn>2040-7947</eissn><abstract>The primary cause for cancer‐related death is metastasis, and although this phenomenon is the hallmark of cancer, it remains poorly understood. Since studies on the underlying mechanisms are still demanding by experimental means prognostic tools based on computer models can be of great value, not only for elucidating metastasis formation but also for assessing the prospective benefits as well as risks of a therapy for patients with advanced cancer. Here, we present an agent‐based model (ABM), describing the complete process of platelet‐assisted extravasation of circulating tumor cells (CTCs) from the chemoattraction of blood platelets by the CTCs up to the embedding of the CTCs in the epithelial tissue by computational means. From the simulation results, we conclude that the ABM produces results in consistency with experimental observations, which opens new perspectives for the development of computer models for predicting the efficacity of drug‐based tumor therapies and assisting precision medicine approaches.
A new agent‐based model for simulating the complete process of platelet‐assisted extravasation of circulating tumor cells (CTCs) is developed, consisting of four different simulation phases (Phase I‐IV). The process begins with the chemoattraction of blood platelets by the CTC and ends with the embedding of the CTC in the epithelial tissue. The simulation results of the model are shown to be in agreement with experimental observations.</abstract><cop>Hoboken, USA</cop><pub>John Wiley & Sons, Inc</pub><pmid>36606741</pmid><doi>10.1002/cnm.3679</doi><tpages>15</tpages><orcidid>https://orcid.org/0000-0001-7565-0997</orcidid><orcidid>https://orcid.org/0000-0002-6317-7378</orcidid><orcidid>https://orcid.org/0000-0001-7392-7665</orcidid><oa>free_for_read</oa></addata></record> |
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subjects | Agent-based models agent‐based model Blood circulation Blood Platelets - pathology Cancer circulating tumor cells Computer applications Computer Simulation computer simulation of platelet‐assisted extravasation Embedding Extravasation Humans Mathematical models Metastases metastasis Neoplastic Cells, Circulating - pathology Platelets Precision medicine Prognosis Simulation Tumor cells Tumors |
title | Development and application of an agent‐based model for the simulation of the extravasation process of circulating tumor cells |
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